{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0c63aa02-b840-49e6-80ee-d24e4f226b15",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib import font_manager"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5cfbf477-fdc0-4d5a-b41e-6c0a1a1cfcca",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 创建字体管理对象，指向具体的字体文件\n",
    "font = font_manager.FontProperties(\n",
    "    fname=\"/System/Library/Fonts/STHeiti Light.ttc\", size=14, weight=4\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1f40e65-52c0-45b6-bfe2-391471d5ad77",
   "metadata": {},
   "source": [
    "## 一、使用plt.polar绘制雷达图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c4586ab-f96a-415e-b19d-4271e9797435",
   "metadata": {
    "tags": []
   },
   "source": [
    "```python\n",
    "plt.polar(x, values, ...)\n",
    "```\n",
    "### 参数解释\n",
    "* x: 绘制雷达图数据的弧度坐标（2*PI=360 ）\n",
    "* values: 数据的取值\n",
    "\n",
    "**用Matplotlib.pyplot绘制雷达图的时候需要手动封闭，所以要在最后多添加一个起始坐标**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b09bbbac-913c-469b-8e46-813bf2ab731d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建实验数据\n",
    "properties = [\"臂力\", \"身法\", \"内息\", \"根骨\", \"悟性\"]\n",
    "# 手动实现封闭\n",
    "values = [60, 85, 36, 92, 78, 60]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4d6d09cc-f698-4af4-8b5e-dc5d3263bdd6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 0-360度的极坐标均分为6等份，其中0和360是重合的\n",
    "theta = np.linspace(0, 2 * np.pi, 6)\n",
    "# 设置绘图数据\n",
    "plt.polar(theta, values)\n",
    "# 填充\n",
    "plt.fill(theta, values)\n",
    "# 设置坐标刻度\n",
    "plt.xticks(theta[0:5], properties, fontproperties=font)\n",
    "# 绘图\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "caece581-d69a-4de2-8459-1da0bd4737f6",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 二、使用子图绘制雷达图\n",
    "### 2.1 plt.subplot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "102ba90f-6c4e-408a-b4b3-65aba87486a6",
   "metadata": {
    "tags": []
   },
   "source": [
    "```python\n",
    "ax = plt.subplot(111, projecto=\"polar\")\n",
    "ax.plot(x,values)\n",
    "```\n",
    "### 参数解释\n",
    "* x: 绘制雷达图数据的弧度坐标（2*PI=360 ）\n",
    "* values: 数据的取值\n",
    "\n",
    "**用Matplotlib.pyplot绘制雷达图的时候需要手动封闭，所以要在最后多添加一个起始坐标**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "341df059-99b7-464c-9f63-d3460125e795",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建一个子图，设置为极坐标\n",
    "ax = plt.subplot(111, projection=\"polar\")\n",
    "# 设置绘图数据\n",
    "ax.plot(theta, values)\n",
    "# 填充\n",
    "ax.fill(theta, values)\n",
    "# 绘图\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e190f34-a512-4722-92e9-493972375276",
   "metadata": {},
   "source": [
    "### 2.2 plt.subplots"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90423cae-4f3b-47b1-8346-fb74462b7f0e",
   "metadata": {
    "tags": []
   },
   "source": [
    "```python\n",
    "figure, ax = plt.subplots(n, m, subplot_kw={\"projection\": \"polar\"})\n",
    "# 如果是多个子图，即n或者m大于1\n",
    "ax[i].plot(x,values)\n",
    "# 如果是1个子图，即n = m = 1\n",
    "ax.plot(x,values)\n",
    "```\n",
    "### 参数解释\n",
    "* x: 绘制雷达图数据的弧度坐标（2*PI=360 ）\n",
    "* values: 数据的取值\n",
    "\n",
    "**用Matplotlib.pyplot绘制雷达图的时候需要手动封闭，所以要在最后多添加一个起始坐标**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "54c52d44-2b22-4816-bace-c25369df5504",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建figure对象和其下的多个子图（例子中是1*1个子图），指定子图为极坐标\n",
    "figure, axes = plt.subplots(1, 1, subplot_kw={\"projection\": \"polar\"})\n",
    "# 设置绘图数据，如果不止一个子图，则axes是一个序列\n",
    "axes.plot(theta, values)\n",
    "# 填充\n",
    "axes.fill(theta, values)\n",
    "# 绘图\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03519a78-74dd-468d-82e6-2c3ff673576c",
   "metadata": {},
   "source": [
    "### 2.3 fig.add_subplot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3460797-990e-499d-abf7-e94be1219b50",
   "metadata": {
    "tags": []
   },
   "source": [
    "```python\n",
    "fig = plt.figure(...)\n",
    "ax = fig.add_subplot(111, polar=True)\n",
    "ax.plot(x,values)\n",
    "```\n",
    "### 参数解释\n",
    "* x: 绘制雷达图数据的弧度坐标（2*PI=360 ）\n",
    "* values: 数据的取值\n",
    "\n",
    "**用Matplotlib.pyplot绘制雷达图的时候需要手动封闭，所以要在最后多添加一个起始坐标**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2ef88cd6-ce8c-4682-80c7-270bc6de54ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建figure对象\n",
    "fig = plt.figure(figsize=(4, 4))\n",
    "# 在figure对象中添加子图，并设置子图为极坐标\n",
    "ax2 = fig.add_subplot(111, polar=True)\n",
    "# 设置绘图数据\n",
    "ax2.plot(theta, values)\n",
    "# 填充\n",
    "ax2.fill(theta, values)\n",
    "# 绘图\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
